Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 323 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 4 |
| Duplicate rows (%) | 1.2% |
| Total size in memory | 32.9 KiB |
| Average record size in memory | 104.4 B |
Variable types
| NUM | 11 |
|---|---|
| CAT | 2 |
| Dataset has 4 (1.2%) duplicate rows | Duplicates |
Reproduction
| Analysis started | 2020-12-15 16:22:55.855267 |
|---|---|
| Analysis finished | 2020-12-15 16:23:13.300593 |
| Duration | 17.45 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
Time
Real number (ℝ≥0)
| Distinct | 164 |
|---|---|
| Distinct (%) | 50.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.5356037 |
|---|---|
| Minimum | 0 |
| Maximum | 236 |
| Zeros | 2 |
| Zeros (%) | 0.6% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.1 |
| Q1 | 51.5 |
| median | 103 |
| Q3 | 163 |
| 95-th percentile | 220.9 |
| Maximum | 236 |
| Range | 236 |
| Interquartile range (IQR) | 111.5 |
Descriptive statistics
| Standard deviation | 66.29667793 |
|---|---|
| Coefficient of variation (CV) | 0.6052523169 |
| Kurtosis | -1.11736834 |
| Mean | 109.5356037 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | 0.2164662277 |
| Sum | 35380 |
| Variance | 4395.249505 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 145 | 5 | 1.5% | |
| 140 | 5 | 1.5% | |
| 190 | 5 | 1.5% | |
| 209 | 5 | 1.5% | |
| 44 | 4 | 1.2% | |
| 78 | 4 | 1.2% | |
| 26 | 4 | 1.2% | |
| 95 | 4 | 1.2% | |
| 103 | 4 | 1.2% | |
| 41 | 4 | 1.2% | |
| Other values (154) | 279 | 86.4% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.6% | |
| 1 | 2 | 0.6% | |
| 2 | 2 | 0.6% | |
| 4 | 1 | 0.3% | |
| 7 | 2 | 0.6% |
| Value | Count | Frequency (%) | |
| 236 | 1 | 0.3% | |
| 235 | 1 | 0.3% | |
| 234 | 1 | 0.3% | |
| 231 | 2 | 0.6% | |
| 230 | 1 | 0.3% |
V1
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2455680059 |
|---|---|
| Minimum | -6.093247805 |
| Maximum | 1.492935977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -6.093247805 |
|---|---|
| 5-th percentile | -2.781467086 |
| Q1 | -0.927523034 |
| median | -0.370562536 |
| Q3 | 1.104234444 |
| 95-th percentile | 1.293359904 |
| Maximum | 1.492935977 |
| Range | 7.586183782 |
| Interquartile range (IQR) | 2.031757478 |
Descriptive statistics
| Standard deviation | 1.432845175 |
|---|---|
| Coefficient of variation (CV) | -5.834820256 |
| Kurtosis | 2.248500516 |
| Mean | -0.2455680059 |
| Median Absolute Deviation (MAD) | 1.124105305 |
| Skewness | -1.230463585 |
| Sum | -79.31846589 |
| Variance | 2.053045295 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.038370334 | 4 | 1.2% | |
| -0.535387763 | 2 | 0.6% | |
| -2.419485626 | 2 | 0.6% | |
| -2.420412824 | 2 | 0.6% | |
| -0.529912284 | 2 | 0.6% | |
| 1.24905472 | 1 | 0.3% | |
| -0.742877146 | 1 | 0.3% | |
| 0.805681804 | 1 | 0.3% | |
| -4.25759744 | 1 | 0.3% | |
| 1.211406024 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -6.093247805 | 1 | 0.3% | |
| -5.852465108 | 1 | 0.3% | |
| -5.401257663 | 1 | 0.3% | |
| -5.285970513 | 1 | 0.3% | |
| -5.101877144 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 1.492935977 | 1 | 0.3% | |
| 1.478772853 | 1 | 0.3% | |
| 1.449043781 | 1 | 0.3% | |
| 1.431053409 | 1 | 0.3% | |
| 1.386396974 | 1 | 0.3% |
V2
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1946914427 |
|---|---|
| Minimum | -12.11421274 |
| Maximum | 5.26737615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -12.11421274 |
|---|---|
| 5-th percentile | -1.335096003 |
| Q1 | -0.17468001 |
| median | 0.266150712 |
| Q3 | 0.873891581 |
| 95-th percentile | 1.757362168 |
| Maximum | 5.26737615 |
| Range | 17.38158889 |
| Interquartile range (IQR) | 1.048571591 |
Descriptive statistics
| Standard deviation | 1.333692698 |
|---|---|
| Coefficient of variation (CV) | 6.850289257 |
| Kurtosis | 26.05485201 |
| Mean | 0.1946914427 |
| Median Absolute Deviation (MAD) | 0.519753177 |
| Skewness | -3.081771684 |
| Sum | 62.88533599 |
| Variance | 1.778736214 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.127486127 | 4 | 1.2% | |
| 0.865267808 | 2 | 0.6% | |
| 0.873891581 | 2 | 0.6% | |
| 1.947885385 | 2 | 0.6% | |
| 1.949345704 | 2 | 0.6% | |
| 1.897021804 | 1 | 0.3% | |
| 2.142721516 | 1 | 0.3% | |
| 1.04345933 | 1 | 0.3% | |
| 0.878083882 | 1 | 0.3% | |
| 1.02256699 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -12.11421274 | 1 | 0.3% | |
| -5.931717441 | 1 | 0.3% | |
| -5.450147834 | 1 | 0.3% | |
| -5.081215162 | 1 | 0.3% | |
| -4.429183775 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 5.26737615 | 1 | 0.3% | |
| 4.847323197 | 1 | 0.3% | |
| 4.390230199 | 1 | 0.3% | |
| 2.600138202 | 1 | 0.3% | |
| 2.352984306 | 1 | 0.3% |
V3
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8358074658 |
|---|---|
| Minimum | -5.694973183 |
| Maximum | 3.772856852 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -5.694973183 |
|---|---|
| 5-th percentile | -0.8662009686 |
| Q1 | 0.261188651 |
| median | 0.839421415 |
| Q3 | 1.493069935 |
| 95-th percentile | 2.49215913 |
| Maximum | 3.772856852 |
| Range | 9.467830035 |
| Interquartile range (IQR) | 1.231881285 |
Descriptive statistics
| Standard deviation | 1.061107448 |
|---|---|
| Coefficient of variation (CV) | 1.269559667 |
| Kurtosis | 4.785610737 |
| Mean | 0.8358074658 |
| Median Absolute Deviation (MAD) | 0.626269539 |
| Skewness | -0.9079029733 |
| Sum | 269.9658115 |
| Variance | 1.125949017 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.184455888 | 4 | 1.2% | |
| 0.552997661 | 2 | 0.6% | |
| 1.347247329 | 2 | 0.6% | |
| 1.351076288 | 2 | 0.6% | |
| 0.553646043 | 2 | 0.6% | |
| -0.018953104 | 1 | 0.3% | |
| 1.267277185 | 1 | 0.3% | |
| 0.309867291 | 1 | 0.3% | |
| 2.495715337 | 1 | 0.3% | |
| 0.166480113 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -5.694973183 | 1 | 0.3% | |
| -3.458033555 | 1 | 0.3% | |
| -2.360483061 | 1 | 0.3% | |
| -1.761894935 | 1 | 0.3% | |
| -1.591241672 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 3.772856852 | 1 | 0.3% | |
| 3.56277034 | 1 | 0.3% | |
| 3.402585004 | 1 | 0.3% | |
| 3.350717448 | 1 | 0.3% | |
| 2.974779375 | 1 | 0.3% |
V4
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3618770982 |
|---|---|
| Minimum | -4.515824355 |
| Maximum | 4.075817303 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -4.515824355 |
|---|---|
| 5-th percentile | -1.747107623 |
| Q1 | -0.4322320825 |
| median | 0.487834384 |
| Q3 | 1.179209079 |
| 95-th percentile | 2.595465841 |
| Maximum | 4.075817303 |
| Range | 8.591641658 |
| Interquartile range (IQR) | 1.611441161 |
Descriptive statistics
| Standard deviation | 1.290396378 |
|---|---|
| Coefficient of variation (CV) | 3.565841508 |
| Kurtosis | 0.6792490699 |
| Mean | 0.3618770982 |
| Median Absolute Deviation (MAD) | 0.761860364 |
| Skewness | -0.137606802 |
| Sum | 116.8863027 |
| Variance | 1.665122811 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.109949791 | 4 | 1.2% | |
| 0.145456677 | 2 | 0.6% | |
| 0.147575474 | 2 | 0.6% | |
| 0.983068886 | 2 | 0.6% | |
| 0.982710096 | 2 | 0.6% | |
| 1.475289459 | 1 | 0.3% | |
| 1.293349597 | 1 | 0.3% | |
| 0.65333494 | 1 | 0.3% | |
| 0.544473989 | 1 | 0.3% | |
| -0.535421073 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -4.515824355 | 1 | 0.3% | |
| -3.151907857 | 1 | 0.3% | |
| -2.807481891 | 1 | 0.3% | |
| -2.737271346 | 1 | 0.3% | |
| -2.682798988 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 4.075817303 | 1 | 0.3% | |
| 3.960567796 | 1 | 0.3% | |
| 3.710061359 | 1 | 0.3% | |
| 3.481485834 | 1 | 0.3% | |
| 3.311385046 | 1 | 0.3% |
V5
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03317523672 |
|---|---|
| Minimum | -6.631950832 |
| Maximum | 7.672543966 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -6.631950832 |
|---|---|
| 5-th percentile | -1.479057783 |
| Q1 | -0.5670254535 |
| median | -0.051269792 |
| Q3 | 0.4899611265 |
| 95-th percentile | 2.532000185 |
| Maximum | 7.672543966 |
| Range | 14.3044948 |
| Interquartile range (IQR) | 1.05698658 |
Descriptive statistics
| Standard deviation | 1.254325101 |
|---|---|
| Coefficient of variation (CV) | 37.80907765 |
| Kurtosis | 7.559613146 |
| Mean | 0.03317523672 |
| Median Absolute Deviation (MAD) | 0.533694205 |
| Skewness | 0.3448660653 |
| Sum | 10.71560146 |
| Variance | 1.57333146 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.4416989 | 4 | 1.2% | |
| -0.281518066 | 2 | 0.6% | |
| 0.414208858 | 2 | 0.6% | |
| 0.433680212 | 2 | 0.6% | |
| -0.284815275 | 2 | 0.6% | |
| 0.422465153 | 1 | 0.3% | |
| -0.092157628 | 1 | 0.3% | |
| -1.360162109 | 1 | 0.3% | |
| 0.42641029 | 1 | 0.3% | |
| 0.154747757 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -6.631950832 | 1 | 0.3% | |
| -5.517757922 | 1 | 0.3% | |
| -3.803787721 | 1 | 0.3% | |
| -3.323084064 | 1 | 0.3% | |
| -2.58552304 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 7.672543966 | 1 | 0.3% | |
| 3.281971526 | 1 | 0.3% | |
| 3.228819561 | 1 | 0.3% | |
| 3.049105878 | 1 | 0.3% | |
| 3.002223774 | 1 | 0.3% |
V6
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3714670934 |
|---|---|
| Minimum | -2.145672699 |
| Maximum | 5.122102581 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -2.145672699 |
|---|---|
| 5-th percentile | -0.9959931713 |
| Q1 | -0.499897258 |
| median | 0.062291102 |
| Q3 | 0.619268285 |
| 95-th percentile | 3.640598257 |
| Maximum | 5.122102581 |
| Range | 7.26777528 |
| Interquartile range (IQR) | 1.119165543 |
Descriptive statistics
| Standard deviation | 1.346730027 |
|---|---|
| Coefficient of variation (CV) | 3.625435607 |
| Kurtosis | 1.727730536 |
| Mean | 0.3714670934 |
| Median Absolute Deviation (MAD) | 0.568001468 |
| Skewness | 1.46018184 |
| Sum | 119.9838712 |
| Variance | 1.813681766 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.945282527 | 4 | 1.2% | |
| 0.100223094 | 2 | 0.6% | |
| 0.086982938 | 2 | 0.6% | |
| 2.408957552 | 2 | 0.6% | |
| 2.411199592 | 2 | 0.6% | |
| 1.800499381 | 1 | 0.3% | |
| 0.032375917 | 1 | 0.3% | |
| -0.397506307 | 1 | 0.3% | |
| -0.703274524 | 1 | 0.3% | |
| -0.032254807 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -2.145672699 | 1 | 0.3% | |
| -1.763405574 | 1 | 0.3% | |
| -1.645253431 | 1 | 0.3% | |
| -1.438728332 | 1 | 0.3% | |
| -1.437502176 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 5.122102581 | 1 | 0.3% | |
| 5.051811663 | 1 | 0.3% | |
| 4.776000425 | 1 | 0.3% | |
| 4.099506482 | 1 | 0.3% | |
| 4.091915383 | 1 | 0.3% |
V26
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01133634702 |
|---|---|
| Minimum | -1.243924154 |
| Maximum | 3.065575697 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -1.243924154 |
|---|---|
| 5-th percentile | -0.5741906337 |
| Q1 | -0.316004533 |
| median | -0.111062585 |
| Q3 | 0.20007148 |
| 95-th percentile | 0.8873561269 |
| Maximum | 3.065575697 |
| Range | 4.309499851 |
| Interquartile range (IQR) | 0.516076013 |
Descriptive statistics
| Standard deviation | 0.4781864425 |
|---|---|
| Coefficient of variation (CV) | -42.18170471 |
| Kurtosis | 5.019502926 |
| Mean | -0.01133634702 |
| Median Absolute Deviation (MAD) | 0.244313055 |
| Skewness | 1.345642475 |
| Sum | -3.661640088 |
| Variance | 0.2286622738 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.166936836 | 4 | 1.2% | |
| -0.552903603 | 2 | 0.6% | |
| -0.313606875 | 2 | 0.6% | |
| -0.553470969 | 2 | 0.6% | |
| -0.31370295 | 2 | 0.6% | |
| 0.199963658 | 1 | 0.3% | |
| -0.281097206 | 1 | 0.3% | |
| -0.091241541 | 1 | 0.3% | |
| -0.943677906 | 1 | 0.3% | |
| -0.551474596 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -1.243924154 | 1 | 0.3% | |
| -0.981992914 | 1 | 0.3% | |
| -0.960610513 | 1 | 0.3% | |
| -0.943677906 | 1 | 0.3% | |
| -0.835203307 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 3.065575697 | 1 | 0.3% | |
| 1.374031211 | 1 | 0.3% | |
| 1.286200506 | 1 | 0.3% | |
| 1.196549199 | 1 | 0.3% | |
| 1.194928064 | 1 | 0.3% |
V27
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02111417404 |
|---|---|
| Minimum | -2.377932922 |
| Maximum | 2.490503055 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -2.377932922 |
|---|---|
| 5-th percentile | -0.4685036046 |
| Q1 | -0.0565647345 |
| median | 0.019988218 |
| Q3 | 0.100665432 |
| 95-th percentile | 0.3905326997 |
| Maximum | 2.490503055 |
| Range | 4.868435977 |
| Interquartile range (IQR) | 0.1572301665 |
Descriptive statistics
| Standard deviation | 0.3621914025 |
|---|---|
| Coefficient of variation (CV) | 17.15394605 |
| Kurtosis | 20.14409464 |
| Mean | 0.02111417404 |
| Median Absolute Deviation (MAD) | 0.078186256 |
| Skewness | 1.042531538 |
| Sum | 6.819878215 |
| Variance | 0.131182612 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.081246718 | 4 | 1.2% | |
| -0.18828088 | 2 | 0.6% | |
| -0.187431248 | 2 | 0.6% | |
| -0.078305502 | 2 | 0.6% | |
| -0.073288084 | 2 | 0.6% | |
| 0.246219305 | 1 | 0.3% | |
| -0.006307004 | 1 | 0.3% | |
| -0.354579192 | 1 | 0.3% | |
| 0.265078248 | 1 | 0.3% | |
| -0.004607898 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -2.377932922 | 1 | 0.3% | |
| -1.206921081 | 1 | 0.3% | |
| -1.123456545 | 1 | 0.3% | |
| -0.996161004 | 1 | 0.3% | |
| -0.898857651 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 2.490503055 | 1 | 0.3% | |
| 2.468867101 | 1 | 0.3% | |
| 1.720706518 | 1 | 0.3% | |
| 0.950392727 | 1 | 0.3% | |
| 0.857373192 | 1 | 0.3% |
V28
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02199846598 |
|---|---|
| Minimum | -1.64855313 |
| Maximum | 1.575379799 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | -1.64855313 |
|---|---|
| 5-th percentile | -0.4792822277 |
| Q1 | -0.036570382 |
| median | 0.021077628 |
| Q3 | 0.0841168035 |
| 95-th percentile | 0.234478022 |
| Maximum | 1.575379799 |
| Range | 3.223932929 |
| Interquartile range (IQR) | 0.1206871855 |
Descriptive statistics
| Standard deviation | 0.2910797393 |
|---|---|
| Coefficient of variation (CV) | -13.23181987 |
| Kurtosis | 11.27446771 |
| Mean | -0.02199846598 |
| Median Absolute Deviation (MAD) | 0.062814962 |
| Skewness | -0.6319961238 |
| Sum | -7.10550451 |
| Variance | 0.08472741463 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.001191576 | 4 | 1.2% | |
| 0.025427378 | 2 | 0.6% | |
| 0.119471939 | 2 | 0.6% | |
| 0.023307045 | 2 | 0.6% | |
| 0.119830988 | 2 | 0.6% | |
| 0.099578934 | 1 | 0.3% | |
| 0.005093622 | 1 | 0.3% | |
| 0.008046696 | 1 | 0.3% | |
| 0.098048159 | 1 | 0.3% | |
| 0.027271219 | 1 | 0.3% | |
| Other values (306) | 306 | 94.7% |
| Value | Count | Frequency (%) | |
| -1.64855313 | 1 | 0.3% | |
| -1.325164299 | 1 | 0.3% | |
| -1.255549156 | 1 | 0.3% | |
| -1.105751157 | 1 | 0.3% | |
| -1.085339188 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 1.575379799 | 1 | 0.3% | |
| 1.573083584 | 1 | 0.3% | |
| 0.949594246 | 1 | 0.3% | |
| 0.672899853 | 1 | 0.3% | |
| 0.632260841 | 1 | 0.3% |
Amount
Real number (ℝ≥0)
| Distinct | 251 |
|---|---|
| Distinct (%) | 77.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.43851393 |
|---|---|
| Minimum | 0.75 |
| Maximum | 3828.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.75 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6.345 |
| median | 20.53 |
| Q3 | 65.13 |
| 95-th percentile | 267.632 |
| Maximum | 3828.04 |
| Range | 3827.29 |
| Interquartile range (IQR) | 58.785 |
Descriptive statistics
| Standard deviation | 262.3371372 |
|---|---|
| Coefficient of variation (CV) | 3.221290818 |
| Kurtosis | 132.7962335 |
| Mean | 81.43851393 |
| Median Absolute Deviation (MAD) | 17.84 |
| Skewness | 10.15751013 |
| Sum | 26304.64 |
| Variance | 68820.77355 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 8 | 2.5% | |
| 1.98 | 7 | 2.2% | |
| 12.99 | 6 | 1.9% | |
| 9.99 | 6 | 1.9% | |
| 0.89 | 6 | 1.9% | |
| 10 | 5 | 1.5% | |
| 1.29 | 4 | 1.2% | |
| 0.99 | 4 | 1.2% | |
| 1.18 | 4 | 1.2% | |
| 2.69 | 3 | 0.9% | |
| Other values (241) | 270 | 83.6% |
| Value | Count | Frequency (%) | |
| 0.75 | 1 | 0.3% | |
| 0.76 | 2 | 0.6% | |
| 0.78 | 1 | 0.3% | |
| 0.89 | 6 | 1.9% | |
| 0.99 | 4 | 1.2% |
| Value | Count | Frequency (%) | |
| 3828.04 | 1 | 0.3% | |
| 1402.95 | 1 | 0.3% | |
| 1142.02 | 1 | 0.3% | |
| 937.69 | 2 | 0.6% | |
| 919.6 | 1 | 0.3% |
Class
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| 0 | |
|---|---|
| 2 | 9 |
| 1 | 6 |
| 3 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 303 | 93.8% | |
| 2 | 9 | 2.8% | |
| 1 | 6 | 1.9% | |
| 3 | 5 | 1.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
M or F
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| M | |
|---|---|
| F |
| Value | Count | Frequency (%) | |
| M | 174 | 53.9% | |
| F | 149 | 46.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Time | V1 | V2 | V3 | V4 | V5 | V6 | V26 | V27 | V28 | Amount | Class | M or F | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | -1.359807 | -0.072781 | 2.536347 | 1.378155 | -0.338321 | 0.462388 | -0.189115 | 0.133558 | -0.021053 | 149.62 | 1 | M |
| 1 | 0 | 1.191857 | 0.266151 | 0.166480 | 0.448154 | 0.060018 | -0.082361 | 0.125895 | -0.008983 | 0.014724 | 2.69 | 1 | M |
| 2 | 1 | -1.358354 | -1.340163 | 1.773209 | 0.379780 | -0.503198 | 1.800499 | -0.139097 | -0.055353 | -0.059752 | 378.66 | 1 | M |
| 3 | 1 | -0.966272 | -0.185226 | 1.792993 | -0.863291 | -0.010309 | 1.247203 | -0.221929 | 0.062723 | 0.061458 | 123.50 | 1 | M |
| 4 | 2 | -1.158233 | 0.877737 | 1.548718 | 0.403034 | -0.407193 | 0.095921 | 0.502292 | 0.219422 | 0.215153 | 69.99 | 1 | F |
| 5 | 2 | -0.425966 | 0.960523 | 1.141109 | -0.168252 | 0.420987 | -0.029728 | 0.105915 | 0.253844 | 0.081080 | 3.67 | 1 | F |
| 6 | 4 | 1.229658 | 0.141004 | 0.045371 | 1.202613 | 0.191881 | 0.272708 | -0.257237 | 0.034507 | 0.005168 | 4.99 | 2 | F |
| 7 | 7 | -0.644269 | 1.417964 | 1.074380 | -0.492199 | 0.948934 | 0.428118 | -0.051634 | -1.206921 | -1.085339 | 40.80 | 2 | F |
| 8 | 7 | -0.894286 | 0.286157 | -0.113192 | -0.271526 | 2.669599 | 3.721818 | -0.384157 | 0.011747 | 0.142404 | 93.20 | 2 | F |
| 9 | 9 | -0.338262 | 1.119593 | 1.044367 | -0.222187 | 0.499361 | -0.246761 | 0.094199 | 0.246219 | 0.083076 | 3.68 | 2 | M |
Last rows
| Time | V1 | V2 | V3 | V4 | V5 | V6 | V26 | V27 | V28 | Amount | Class | M or F | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 313 | 225 | -0.608831 | 0.876837 | 2.495715 | 3.138674 | 0.161264 | -0.107099 | 0.072401 | 0.099756 | -0.136524 | 35.11 | 0 | M |
| 314 | 227 | -1.465381 | 1.382172 | 1.019790 | 0.250367 | 1.011414 | -1.281807 | -0.491529 | -0.689819 | -0.329374 | 1.00 | 0 | M |
| 315 | 227 | 1.120599 | -0.313308 | 0.395309 | 0.596756 | -0.420412 | 0.325862 | 0.579529 | -0.026439 | -0.007082 | 29.95 | 0 | M |
| 316 | 228 | 1.105768 | 0.333012 | 0.184148 | 1.276948 | -0.078118 | -0.810949 | -0.671069 | 0.005913 | 0.028252 | 45.30 | 0 | F |
| 317 | 230 | -0.420270 | 0.814760 | 1.513242 | 1.292782 | 0.138053 | 0.223342 | -0.255179 | 0.244131 | -0.013384 | 79.18 | 0 | F |
| 318 | 231 | -0.961507 | 0.743351 | 1.173582 | -0.222593 | 0.740528 | 1.739959 | 0.411291 | 0.497315 | 0.207499 | 26.98 | 0 | F |
| 319 | 231 | 0.283100 | 0.819284 | 1.054309 | 0.348488 | -0.156817 | -0.509169 | 0.179193 | 0.051791 | 0.114121 | 1.98 | 0 | F |
| 320 | 234 | -0.602483 | 0.479089 | 0.549750 | -1.069814 | -0.501687 | 0.214778 | -0.117581 | -0.073710 | 0.055204 | 42.81 | 0 | F |
| 321 | 235 | -0.663511 | -0.044443 | 1.029253 | -2.498072 | -1.350085 | -0.798774 | -0.423936 | 0.251989 | 0.133957 | 25.00 | 0 | M |
| 322 | 236 | -1.169087 | 1.096292 | 0.669688 | 1.052534 | 0.422465 | 0.703450 | -0.198104 | 0.091107 | 0.075884 | 0.99 | 0 | M |
Most frequent
| Time | V1 | V2 | V3 | V4 | V5 | V6 | V26 | V27 | V28 | Amount | Class | M or F | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 74 | 1.038370 | 0.127486 | 0.184456 | 1.109950 | 0.441699 | 0.945283 | -0.166937 | 0.081247 | 0.001192 | 1.18 | 0 | M | 3 |
| 0 | 26 | -0.529912 | 0.873892 | 1.347247 | 0.145457 | 0.414209 | 0.100223 | -0.552904 | -0.073288 | 0.023307 | 6.14 | 0 | F | 2 |
| 2 | 145 | -2.419486 | 1.949346 | 0.552998 | 0.982710 | -0.284815 | 2.411200 | -0.313607 | -0.187431 | 0.119472 | 6.74 | 0 | M | 2 |